Data base user interface and query software
Technology category · O*NET
Data base user interface and query software is a technology category in the O*NET database. Across U.S. occupations, 632 report using software or tools in this category. The named products below are the specific examples O*NET records for those jobs. The occupations that use it sit, on average, at the 56th percentile of AI task-exposure ( moderate) — how much that work overlaps with what AI can do, not a sign the tool is being replaced. See where every tool category sits.
A Hot tag marks technologies O*NET sees frequently in employer job postings; In demand marks tools an occupation specifically requires.
Example software & tools
Ranked by how many occupations list each product. Each number is an occupation count — a job is counted once per product — so the product rows overlap and do not sum to the category total.
Showing the top 40 of 910 products in this category.
Occupations that use Data base user interface and query software
- Accountants and Auditors
- Actors
- Actuaries
- Acute Care Nurses
- Adapted Physical Education Specialists
- Administrative Law Judges, Adjudicators, and Hearing Officers
- Administrative Services Managers
- Advanced Practice Psychiatric Nurses
- Advertising Sales Agents
- Advertising and Promotions Managers
- Aerospace Engineering and Operations Technologists and Technicians
- Aerospace Engineers
- Agents and Business Managers of Artists, Performers, and Athletes
- Agricultural Engineers
- Agricultural Equipment Operators
- Agricultural Inspectors
- Agricultural Sciences Teachers, Postsecondary
- Agricultural Technicians
- Air Traffic Controllers
- Aircraft Mechanics and Service Technicians
- Airfield Operations Specialists
- Airline Pilots, Copilots, and Flight Engineers
- Amusement and Recreation Attendants
- Anesthesiologist Assistants
- Anesthesiologists
- Animal Breeders
- Animal Caretakers
- Animal Control Workers
- Animal Scientists
- Animal Trainers
- Anthropologists and Archeologists
- Anthropology and Archeology Teachers, Postsecondary
- Appraisers and Assessors of Real Estate
- Appraisers of Personal and Business Property
- Arbitrators, Mediators, and Conciliators
- Architects, Except Landscape and Naval
- Architectural and Civil Drafters
- Architectural and Engineering Managers
- Archivists
- Area, Ethnic, and Cultural Studies Teachers, Postsecondary
Showing 40 of 632 occupations.
How AI is used by roles that use Data base user interface and query software
A software category is not itself "being automated" — but we can look at the roles that report using Data base user interface and query software and ask how those people actually use AI. This rolls the Anthropic Economic Index per-role signal up across those roles, weighted by how much observed AI activity each one has. 60.8% of the 632 roles that use this category carry observed AI-usage data (384 roles).
Across those roles, 59.0% of AI conversations are people working with AI and 35.2% hand a task to AI , with an average autonomy of 3.65 / 5.
| Collaboration pattern | Share | What it means |
|---|---|---|
| task iteration | 33.2% | you and AI go back and forth |
| directive | 32.3% | AI does it; you give the instruction |
| learning | 18.0% | you ask AI to explain or teach |
| validation | 7.8% | you do it; AI checks your work |
| feedback loop | 3.0% | AI does it, then adjusts from your feedback |
Roles behind this signal
The roles using this category that have the most AEI data. "Works with AI" is the role's share of conversations that augment rather than automate.
| Occupation | Works with AI | Autonomy |
|---|---|---|
| English Language and Literature Teachers, Postsecondary | 63.2% | 4.0/5 |
| Biological Science Teachers, Postsecondary | 63.2% | 4.0/5 |
| Editors | 68.2% | 4.0/5 |
| Foreign Language and Literature Teachers, Postsecondary | 65.2% | 3.0/5 |
| Educational, Guidance, School, and Vocational Counselors | 70.6% | 4.0/5 |
| Technical Writers | 54.2% | 4.0/5 |
| Office Clerks, General | 36.5% | 3.0/5 |
| Recreation and Fitness Studies Teachers, Postsecondary | 66.2% | 3.3/5 |
| Philosophy and Religion Teachers, Postsecondary | 66.8% | 3.3/5 |
| Education Teachers, Postsecondary | 65.3% | 3.5/5 |
| Instructional Coordinators | 53.1% | 4.0/5 |
| Economics Teachers, Postsecondary | 65.7% | 3.3/5 |
Source: Anthropic Economic Index (2026-01-15-v4-plus-2025-03-27-v2) over a sample of Claude.ai Free and Pro conversations — not all AI tools and not the whole workforce. Roles list software categories in O*NET; this does not mean AI is used inside Data base user interface and query software, only that people in those roles use AI. Some conversations are left unclassified, so shares need not sum to 100.
Industries that concentrate this
Where Data base user interface and query software matters most across the economy. Employment reach is the share of an industry's workers in occupations that significantly use Data base user interface and query software (O*NET importance ≥ 3 of 5, or report using the tool category). Concentration compares that reach to the national average industry, so a value above 1× means the requirement is more pervasive here than across the economy as a whole.
Nationally, about 73.9% of workers are in occupations that significantly use Data base user interface and query software (measured across 67 industries).
Sectors with the most such workers
| Sector | Workers | Employment reach |
|---|---|---|
| Retail Trade | 14,105,510 | 90.5% |
| Health Care and Social Assistance | 13,964,960 | 60.4% |
| Professional, Scientific, and Technical Services | 10,029,510 | 93.1% |
| Accommodation and Food Services | 9,580,130 | 67.3% |
| Educational Services | 9,492,730 | 69.6% |
| Manufacturing | 7,790,510 | 61.0% |
| Finance and Insurance | 6,107,750 | 98.1% |
| Transportation and Warehousing | 5,827,300 | 78.8% |
| Construction | 5,274,550 | 64.9% |
| Wholesale Trade | 5,170,810 | 85.7% |
| Administrative and Support and Waste Management and Remediation Services | 5,054,380 | 56.0% |
| Other Services (except Public Administration) | 3,624,900 | 81.9% |
Industries where it is most concentrated
| Industry | Level | Concentration | Employment reach |
|---|---|---|---|
| Insurance Agencies and Brokerages | National industry | 1.34× | 99.2% |
| Pharmacies and Drug Retailers | National industry | 1.34× | 99.0% |
| Veterinary Services | National industry | 1.34× | 98.8% |
| Finance and Insurance | Sector | 1.33× | 98.1% |
| Direct Health and Medical Insurance Carriers | National industry | 1.32× | 97.8% |
| Labor Unions and Similar Labor Organizations | National industry | 1.32× | 97.8% |
| Wind Electric Power Generation | National industry | 1.3× | 96.0% |
| Sporting Goods Retailers | National industry | 1.27× | 94.0% |
| Newspaper Publishers | National industry | 1.27× | 93.8% |
| Professional, Scientific, and Technical Services | Sector | 1.26× | 93.1% |
| Management of Companies and Enterprises | Sector | 1.26× | 93.0% |
| Engineering Services | National industry | 1.26× | 93.1% |
Reach is a measure of how widespread a requirement is across an industry's workforce, not how intensively any individual uses it. Sector worker counts come from BLS OEWS employment; the significance threshold and tool use come from O*NET. Industries shown by concentration are filtered to a real worker base so a tiny specialty cannot top the list on rounding.
Sources for this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- BLS Occupational Employment and Wage Statistics (OEWS) May 2024 U.S. Bureau of Labor Statistics
- Census NAICS 2022 U.S. Census Bureau
- Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
- AI Occupational Exposure (AIOE) Felten, Raj & Seamans academic
Data compiled June 3, 2026. Figures are estimates, not advice.
Cite this page
Singulariki. "Data base user interface and query software." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans. Accessed June 7, 2026. https://singulariki.com/tools/data-base-user-interface-and-query-software
Singulariki. (2026). Data base user interface and query software. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/tools/data-base-user-interface-and-query-software
@misc{singulariki-data-base-user-interface-and-query-software,
title = {Data base user interface and query software},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; Census NAICS 2022; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans. Accessed June 7, 2026},
url = {https://singulariki.com/tools/data-base-user-interface-and-query-software}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.